{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "编写Python代码，同时实现预测结果与真实数据的对比图，以及计算累计误差，从而全面地评估预测效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation on test data: accuracy = 81.55% \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "# 以下 font.family 设置仅适用于 Mac系统，其它系统请使用对应字体名称\n",
    "matplotlib.rcParams['font.family'] = 'Arial Unicode MS'\n",
    "\n",
    "p = pd.read_csv(\"data/p.csv\")\n",
    "\n",
    "with open('data/test_y_real.pkl', 'rb') as f:\n",
    "    test_y_real = pickle.load(f)\n",
    "    \n",
    "with open('data/pred_y.pkl', 'rb') as f:\n",
    "    pred_y = pickle.load(f)\n",
    "    \n",
    "base = 0\n",
    "error = 0\n",
    "predates = p.index[-30:p.shape[0]].values\n",
    "plt.figure(figsize=(20, 10))\n",
    "for k in range(30):\n",
    "    pred_array = pred_y[k]\n",
    "    real_array = test_y_real.iloc[k].values\n",
    "    plt.subplot(5,7,k+1)\n",
    "    plt.title(predates[k])\n",
    "    plt.plot(range(96), real_array, '-', label=\"real\",c='black')\n",
    "    plt.plot(range(96), pred_array, '--', label=\"pred\",c='gray')\n",
    "    base = base + np.sum(real_array)\n",
    "    error = error + np.sum(np.abs(real_array-pred_array))\n",
    "    plt.ylim(0, 250)\n",
    "plt.show()\n",
    "v = 100*(1-error/base)\n",
    "print(\"Evaluation on test data: accuracy = %0.2f%% \\n\" % v)\n",
    "# Evaluation on test data: accuracy = 79.66% "
   ]
  }
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